Pneumatic impact wrenches are primarily used for loosening and tightening bolts and nuts, particularly when high torque is needed or when dealing with rusted or over-tightened fasteners. They are commonly used in automotive repair, construction, manufacturing, and other industries where strong rotational force is required.